Gunhee Kim
Seoul National University
146 Papers
678 Citations
Gunhee Kim is an academic researcher from Seoul National University. The author has contributed to research in topics: Computer science & Closed captioning. The author has an hindex of 35, co-authored 129 publications. Previous affiliations of Gunhee Kim include Honda & Carnegie Mellon University.
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Papers
N eural v ariational d ropout p rocesses
TL;DR: This paper presents a new Bayesian meta-learning approach called Neural Variational Dropout Processes (NVDPs), which enables the robust approximation of task-specific dropout rates that can deal with a wide range of functional ambiguities and uncertainties.
Patent
Image analysis device and method, and method for generating image analysis model used for same
Kim Taewan,Gunhee Kim,Lee Soochan +2 more
- 17 Sep 2020
TL;DR: An image analysis method according to an embodiment as discussed by the authors includes: a step for inputting a target image to at least one expert composed of a generative model and a discriminative model generated by learning a learning image; a step to analyze the target image on the basis of an output value output from the at least expert.
Patent
Apparatus and method for analysing image and method for generating image analysis model used therefor
Kim Taewan,Gunhee Kim,Lee Soochan +2 more
- 16 Sep 2020
TL;DR: In this article, a method for image analysis consisting of inputting a target image into at least one expert consisting of a discriminative model and a generative model generated by learning a learning image is presented.
Proceedings Article
Lipschitz-constrained Unsupervised Skill Discovery
Seohong Park,Jongwook Choi,Jaekyeom Kim,Honglak Lee,Gunhee Kim +4 more
- 02 Feb 2022
TL;DR: Through experiments on various MuJoCo robotic locomotion and manipulation environments, it is demonstrated that LSD outperforms previous approaches in terms of skill diversity, state space coverage, and performance on seven downstream tasks including the challenging task of following multiple goals on Humanoid.
Superior outcomes of kidney transplantation compared with dialysis: An optimal matched analysis of a national population-based cohort study between 2005 and 2008 in Korea.
Kyung Don Yoo,Clara Tammy Kim,Myoung-Hee Kim,Junhyug Noh,Gunhee Kim,Ho Kim,Jung Nam An,Jae Yoon Park,Hyunjeong Cho,Kyoung Hoon Kim,Hyunwook Kim,Dong Ryeol Ryu,Dong Ki Kim,Chun Soo Lim,Yon Su Kim,Jung Pyo Lee +15 more
TL;DR: In this paper, the authors evaluated the clinical outcomes associated with kidney transplantation using claims data from the Korean national public health insurance program and found that kidney transplant transplantation and dialysis outcomes are rare in Asian populations.